Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 23 out of 100
- Agent Ease of Use 8 out of 100
- Security & Trust 20 out of 100
- GEO, AIO and AEO 62 out of 100
- SEO 77 out of 100
- Performance and Accessibility 91 out of 100
What AI sees of your website
Optical Filters, Custom & OEM Filter Design, Imaging Systems & Products - Chroma Technology Corp
Optical Filters, Custom & OEM Filter Design, Imaging Systems & Products - Chroma Technology Corp Products Optical Filters All Catalog Filters Astronomy Filters LRGB Filters Narrowband Filters Photometry Filters Bandpass Filters Longpass Filters Shortpass Filt...
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 23 | Priority fix | 4 | 19 | 0 | View details |
| Discoverability | 29 | Priority fix | 2 | 7 | 0 | View details |
| Content Readiness | 33 | Priority fix | 2 | 8 | 0 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 8 | Priority fix | 6 | 24 | 0 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 4 | 0 | View details |
| MCP | 25 | Priority fix | 2 | 6 | 0 | View details |
| Skill Discovery | 0 | Priority fix | 0 | 8 | 0 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 62 | Needs work | 5 | 3 | 12 | View details |
| GEO Readiness | 69 | Needs work | 2 | 0 | 4 | |
| AIO Readiness | 59 | Needs work | 2 | 2 | 3 | View details |
| AEO Readiness | 58 | Needs work | 1 | 1 | 5 | View details |
| SEO | 77 | Mostly ready | 8 | 3 | 0 | View details |
| SEO | 77 | Mostly ready | 8 | 3 | 0 | View details |
| Security & Trust | 20 | Priority fix | 5 | 4 | 0 | View details |
| Security & Trust | 20 | Priority fix | 1 | 4 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 91 | Strong | 21 | 2 | 4 | View details |
| Performance | 90 | Strong | 16 | 2 | 4 | View details |
| Accessibility | 93 | Strong | 5 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
52 items need attention
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
Needs attention
API Catalog
Issue
The API catalog endpoint did not return HTTP 2xx.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n\n<head>\n <meta charset=\"utf-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <meta name=\"csrf-token\" content=\"NXmZLL0QMki2rBoDhKF8c762RwhZvHGR0cZhU9uz\">\n <link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/[email protected]/themes/reset-min.css\"\n integrity=\"sha256-2AeJLzExpZvqLUxMfcs+4DWcMwNfpnjUeAAvEtPr0wU=\" crossorigin=\"anonymous\"\n media=\"print\" onload=\"this.media='all'\"\n >\n\n <link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/assets/favicons/favicon.ico\">\n<!-- <link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" hre"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n\n<head>\n <meta charset=\"utf-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <meta name=\"csrf-token\" content=\"NXmZLL0QMki2rBoDhKF8c762RwhZvHGR0cZhU9uz\">\n <link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/[email protected]/themes/reset-min.css\"\n integrity=\"sha256-2AeJLzExpZvqLUxMfcs+4DWcMwNfpnjUeAAvEtPr0wU=\" crossorigin=\"anonymous\"\n media=\"print\" onload=\"this.media='all'\"\n >\n\n <link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/assets/favicons/favicon.ico\">\n<!-- <link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" hre"
},
{
"path": "/openapi.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n\n<head>\n <meta charset=\"utf-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <meta name=\"csrf-token\" content=\"NXmZLL0QMki2rBoDhKF8c762RwhZvHGR0cZhU9uz\">\n <link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/[email protected]/themes/reset-min.css\"\n integrity=\"sha256-2AeJLzExpZvqLUxMfcs+4DWcMwNfpnjUeAAvEtPr0wU=\" crossorigin=\"anonymous\"\n media=\"print\" onload=\"this.media='all'\"\n >\n\n <link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/assets/favicons/favicon.ico\">\n<!-- <link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" hre"
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n\n<head>\n <meta charset=\"utf-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <meta name=\"csrf-token\" content=\"NXmZLL0QMki2rBoDhKF8c762RwhZvHGR0cZhU9uz\">\n <link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/[email protected]/themes/reset-min.css\"\n integrity=\"sha256-2AeJLzExpZvqLUxMfcs+4DWcMwNfpnjUeAAvEtPr0wU=\" crossorigin=\"anonymous\"\n media=\"print\" onload=\"this.media='all'\"\n >\n\n <link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/assets/favicons/favicon.ico\">\n<!-- <link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" hre"
},
{
"path": "/swagger.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n\n<head>\n <meta charset=\"utf-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <meta name=\"csrf-token\" content=\"NXmZLL0QMki2rBoDhKF8c762RwhZvHGR0cZhU9uz\">\n <link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/[email protected]/themes/reset-min.css\"\n integrity=\"sha256-2AeJLzExpZvqLUxMfcs+4DWcMwNfpnjUeAAvEtPr0wU=\" crossorigin=\"anonymous\"\n media=\"print\" onload=\"this.media='all'\"\n >\n\n <link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/assets/favicons/favicon.ico\">\n<!-- <link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" hre"
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "application/json",
"valid": false,
"issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
"compatibleContentType": true,
"format": "json",
"version": "",
"pathCount": 0,
"operationCount": 0,
"operationWarnings": [
{
"field": "servers",
"issue": "No servers array declared."
},
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
}
],
"hasServers": false,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false,
"rawExcerpt": "{\"message\":\"Not found.\"}"
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "application/json",
"valid": false,
"issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
"compatibleContentType": true,
"format": "json",
"version": "",
"pathCount": 0,
"operationCount": 0,
"operationWarnings": [
{
"field": "servers",
"issue": "No servers array declared."
},
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
}
],
"hasServers": false,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false,
"rawExcerpt": "{\"message\":\"Not found.\"}"
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n\n<head>\n <meta charset=\"utf-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <meta name=\"csrf-token\" content=\"NXmZLL0QMki2rBoDhKF8c762RwhZvHGR0cZhU9uz\">\n <link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/[email protected]/themes/reset-min.css\"\n integrity=\"sha256-2AeJLzExpZvqLUxMfcs+4DWcMwNfpnjUeAAvEtPr0wU=\" crossorigin=\"anonymous\"\n media=\"print\" onload=\"this.media='all'\"\n >\n\n <link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/assets/favicons/favicon.ico\">\n<!-- <link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" hre"
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
Issue
No Content Signal found in robots.txt
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
Needs attention
MCP Server Card
Issue
MCP Server Card was not found at the expected path.
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
MCP Server Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
Needs attention
mcp.json
Issue
mcp.json was not found at the expected path.
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
33 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
Issue
Web Bot Auth request signing was not found at the expected path.
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
33 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
Needs attention
WebMCP manifest
Issue
WebMCP manifest was not found at the expected path.
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
Needs attention
A2A Agent Card
Issue
A2A Agent Card was not found at the expected path.
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "A2A Agent Card was not found at the expected path.",
"howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
Needs attention
Agent Skills index
Issue
Agent Skills index was not found at the expected path.
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
Needs attention
agent.json
Issue
agent.json was not found at the expected path.
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "agent.json was not found at the expected path.",
"howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
}
]
}Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
25 Fail
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
Needs attention
agents.json
Issue
agents.json was not found at the expected path.
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is missing or incomplete.
Evidence
{
"lastModified": null,
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
Needs attention
Content-Security-Policy
Issue
Content-Security-Policy is missing or incomplete.
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": null
}Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
Needs attention
Frame protection
Issue
Frame protection is missing or incomplete.
Why it matters
Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.
Check name
Frame protection
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.
Result
Frame protection is missing or incomplete.
Evidence
{
"xFrameOptions": null,
"validXFrame": false,
"contentSecurityPolicy": null,
"cspFrameAncestors": false
}AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
Needs attention
llms.txt
Issue
llms.txt was not found at the expected path.
Why it matters
llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.
Check name
llms.txt
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Emerging recommendation
Goal
Publish llms.txt to summarize agent-readable site guidance.
Result
llms.txt failed at "Fetch to find resource".
Validation steps
Fetch to find resource
llms.txt was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/llms.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/llms-full.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "llms.txt was not found at the expected path.",
"howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
Needs attention
Markdown negotiation
Issue
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=UTF-8"
},
"issue": "Content-Type \"text/html; charset=UTF-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "Accept-Encoding"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
"howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
},
{
"id": "markdown-content",
"title": "Structured Markdown body",
"status": "fail",
"evidence": {
"valid": false,
"hasHeading": false,
"wordCount": 22703,
"excerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n\n<head>\n <meta charset=\"utf-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <meta name=\"csrf-token\" content",
"issue": "Markdown response is missing a heading."
},
"issue": "Markdown response is missing a heading.",
"howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
}
]
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
Needs attention
Referrer-Policy
Issue
Referrer-Policy is missing or incomplete.
Why it matters
Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.
Check name
Referrer-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Limit how much referrer data leaves the site.
Result
Referrer-Policy is missing or incomplete.
Evidence
{
"header": "referrer-policy",
"value": null
}AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: missing <footer> landmark; skipped heading levels; 22 links missing accessible names.
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": false,
"meaningfulH1": true,
"headingOrder": false,
"accessibleLinks": false,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": true,
"details": {
"inaccessibleLinks": [
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"<a class=\"block py-2 flex justify-end flex-1\" @click=\"toggleExpand('27d5260c-4f30-45bf-a92f-23a82b3626a2')\"> <svg x-show=\"isExpanded('27d5260c-4f30-45bf-a92f-23a82b3626a2')\" class=\"w-[25px] h-[25px]\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" style=\"display: none;\"><path d=\"M432 256c0 17.7-14.3 32-32 32L48 288c-17.7 0-32-14.3-32-32s14.3-32 32-32l352 0c17.7 0 32 14.3 32 32z\"/></svg> <svg x-show=\"!isExpanded('27d5260c-4f30-45bf-a92f-23a82b3626a2')\" class",
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"<a class=\"block w-full py-5 flex flex-1 justify-end\" @click=\"toggleExpand('318075fa-be57-41be-86ec-8ef30bc644bf')\"> <svg x-show=\"isExpanded('318075fa-be57-41be-86ec-8ef30bc644bf')\" class=\"w-[25px] h-[25px]\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" style=\"display: none;\"><path d=\"M432 256c0 17.7-14.3 32-32 32L48 288c-17.7 0-32-14.3-32-32s14.3-32 32-32l352 0c17.7 0 32 14.3 32 32z\"/></svg> <svg x-show=\"!isExpanded('318075fa-be57-41be-86ec-8ef30bc644bf')",
"<a class=\"block w-full py-5 flex flex-1 justify-end\" @click=\"toggleExpand('aac0aa44-b412-4f98-8551-9e30a6a2ecfb')\"> <svg x-show=\"isExpanded('aac0aa44-b412-4f98-8551-9e30a6a2ecfb')\" class=\"w-[25px] h-[25px]\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" style=\"display: none;\"><path d=\"M432 256c0 17.7-14.3 32-32 32L48 288c-17.7 0-32-14.3-32-32s14.3-32 32-32l352 0c17.7 0 32 14.3 32 32z\"/></svg> <svg x-show=\"!isExpanded('aac0aa44-b412-4f98-8551-9e30a6a2ecfb')",
"<a class=\"block py-2 flex justify-end flex-1\" @click=\"toggleExpand('58e3632d-31b4-4981-8a2d-46cddd3d17f9')\"> <svg x-show=\"isExpanded('58e3632d-31b4-4981-8a2d-46cddd3d17f9')\" class=\"w-[25px] h-[25px]\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" style=\"display: none;\"><path d=\"M432 256c0 17.7-14.3 32-32 32L48 288c-17.7 0-32-14.3-32-32s14.3-32 32-32l352 0c17.7 0 32 14.3 32 32z\"/></svg> <svg x-show=\"!isExpanded('58e3632d-31b4-4981-8a2d-46cddd3d17f9')\" class",
"<a class=\"block py-2 flex justify-end flex-1\" @click=\"toggleExpand('c37ed119-1df6-4555-aefe-a286406959a0')\"> <svg x-show=\"isExpanded('c37ed119-1df6-4555-aefe-a286406959a0')\" class=\"w-[25px] h-[25px]\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" style=\"display: none;\"><path d=\"M432 256c0 17.7-14.3 32-32 32L48 288c-17.7 0-32-14.3-32-32s14.3-32 32-32l352 0c17.7 0 32 14.3 32 32z\"/></svg> <svg x-show=\"!isExpanded('c37ed119-1df6-4555-aefe-a286406959a0')\" class",
"<a href=\"#\" class=\"block relative\" @click=\"search=true\"> <svg xmlns=\"http://www.w3.org/2000/svg\" class=\"w-[20px] h-[20px]\" viewBox=\"0 0 512 512\"> <path class=\"fill-sky-800\" d=\"M416 208c0 45.9-14.9 88.3-40 122.7L502.6 457.4c12.5 12.5 12.5 32.8 0 45.3s-32.8 12.5-45.3 0L330.7 376c-34.4 25.2-76.8 40-122.7 40C93.1 416 0 322.9 0 208S93.1 0 208 0S416 93.1 416 208zM208 352a144 144 0 1 0 0-288 144 144 0 1 0 0 288z\"/> </svg> </a>",
"<a :href=\"event.link\" target=\"_blank\" x-html=\"event.title\"></a>"
],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [],
"imagesMissingAlt": [],
"skippedHeadingLevels": [
"h1: Optical Filters for Scientific, Imaging and Detection Industries",
"h2: Setting the standard for success in optical filters",
"h2: Our Products",
"h3: Optical Filters",
"h3: Filter Sets",
"h3: Filter Accessories",
"h2: Capabilities",
"h3: Manufacturing & Optical Coatings",
"h3: Custom Design & Engineering",
"h3: Prototyping & Rapid Development",
"h3: Metrology & Quality Assurance",
"h2: Applications & Markets",
"h3: Life Science & Diagnostics",
"h3: Astronomy & Astrophotography",
"h3: Industrial Applications & Machine Vision",
"h3: Analytical Spectroscopy",
"h2: Spectra Viewer",
"h3: From Researchers to OEMs:",
"h2: OEM Optical Engineering Systems Design",
"h2: Upcoming Events & Tradeshows",
"h4: News and Events",
"h2: Sign up for our newsletter",
"h4: Company",
"h4: Support",
"h4: Resources",
"h4: Result Types",
"h2: No Results Found"
]
},
"counts": {
"h1": 1,
"headings": 27,
"links": 318,
"inaccessibleLinks": 22,
"buttons": 2,
"inaccessibleButtons": 0,
"images": 36,
"imagesWithAlt": 36,
"autocompleteInputs": 0,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 0
}
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
Needs attention
X-Content-Type-Options
Issue
X-Content-Type-Options is missing or incomplete.
Why it matters
X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.
Check name
X-Content-Type-Options
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent MIME sniffing for browser-loaded resources.
Result
X-Content-Type-Options is missing or incomplete.
Evidence
{
"header": "x-content-type-options",
"value": null
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
Needs attention
FAQPage schema
Issue
FAQ content was detected but no FAQPage schema was found.
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
Needs attention
JSON-LD present
Issue
No JSON-LD blocks found.
Why it matters
JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.
Check name
JSON-LD present
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose schema.org JSON-LD so AI search systems can parse page entities.
Result
JSON-LD present is missing or incomplete.
Evidence
{
"blocks": 0,
"validBlocks": 0,
"schemaContextBlocks": 0,
"errors": [],
"documents": [],
"nodes": []
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
Needs attention
Organization / WebSite schema
Issue
Neither Organization nor WebSite schema types were found in JSON-LD.
Why it matters
Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.
Check name
Organization / WebSite schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Identify the site owner and website entity in structured data.
Result
Organization / WebSite schema is missing or incomplete.
Evidence
{
"found": [],
"allTypes": []
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
10 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
Needs attention
AIO: Visible structured data match
Issue
No JSON-LD structured data was detected.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Visible structured data match
Score
0/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Visible structured data match scored 0/100 and needs a fix.
Evidence
{
"schemaCount": 0,
"mismatches": [],
"score": 0,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 50/100 and needs improvement.
7 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 50/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: optical, filters, custom, oem, filter, design, imaging, systems, products, chroma, technology, corp, scientific, detection, industries.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
50/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Entity clarity scored 50/100 and needs improvement.
Evidence
{
"title": "Optical Filters, Custom & OEM Filter Design, Imaging Systems & Products - Chroma Technology Corp",
"h1": "Optical Filters for Scientific, Imaging and Detection Industries",
"description": "",
"topicOverlap": 0,
"topicTerms": [
"optical",
"filters",
"custom",
"oem",
"filter",
"design",
"imaging",
"systems",
"products",
"chroma",
"technology",
"corp",
"scientific",
"detection",
"industries"
],
"descriptionTerms": [],
"missingFromDescription": [
"optical",
"filters",
"custom",
"oem",
"filter",
"design",
"imaging",
"systems",
"products",
"chroma",
"technology",
"corp",
"scientific",
"detection",
"industries"
],
"score": 50,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
6 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/company/",
"text": "About Us",
"html": "<a class=\"text-sm leading-none flex items-center gap-1.5 no-underline uppercase px-3 py-2.5 rounded-md transition-colors whitespace-nowrap text-slate-900 dark:text-slate-300 dark:hover:text-white \" href=\"/company/\"> About Us <svg class=\"w-3 h-3 opacity-60 transition-transform\" :class=\"open && 'rotate-180'\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 20 20\" fill=\"currentColor\"><path fill-rule=\"evenodd\" d=\"M5.22 8.22a.75.75 0 0 1 1.06 0L10 11.94l3.72-3.72a.75.75 0 1 1 1.06..."
},
{
"href": "/company/",
"text": "Company",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/\"> <span>Company</span> <svg class=\"w-4 h-4 ml-3 text-slate-900 dark:text-slate-200 shrink-0\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 20 20\" fill=\"currentColor\"><path fill-rule=\"evenodd\" d=\"M8.22 5.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.2..."
},
{
"href": "/company/mission-values/",
"text": "Mission and Values",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/mission-values/\"> <span>Mission and Values</span> </a>"
},
{
"href": "/company/certifications-awards/",
"text": "Certifications and Awards",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/certifications-awards/\"> <span>Certifications and Awards</span> </a>"
},
{
"href": "/company/history/",
"text": "History",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/history/\"> <span>History</span> </a>"
},
{
"href": "/company/deib/",
"text": "DEIB",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/deib/\"> <span>DEIB</span> </a>"
},
{
"href": "/company/network/",
"text": "Global Partner Network",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/network/\"> <span>Global Partner Network</span> </a>"
},
{
"href": "/company/scientific-communities/",
"text": "Scientific Communities",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/scientific-communities/\"> <span>Scientific Communities</span> </a>"
},
{
"href": "/company/careers/",
"text": "Careers",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/careers/\"> <span>Careers</span> </a>"
},
{
"href": "/company/events/",
"text": "Events",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/events/\"> <span>Events</span> </a>"
},
{
"href": "/company/media/",
"text": "Media",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/media/\"> <span>Media</span> <svg class=\"w-4 h-4 ml-3 text-slate-900 dark:text-slate-200 shrink-0\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 20 20\" fill=\"currentColor\"><path fill-rule=\"evenodd\" d=\"M8.22 5.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25..."
},
{
"href": "/company/media/image-gallery/",
"text": "Image Gallery",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/media/image-gallery/\"> <span>Image Gallery</span> </a>"
},
{
"href": "/company/media/videos/",
"text": "Video Highlights",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/media/videos/\"> <span>Video Highlights</span> </a>"
},
{
"href": "/company/news/",
"text": "News",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/news/\"> <span>News</span> </a>"
},
{
"href": "/company/testimonials/",
"text": "Testimonials",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/testimonials/\"> <span>Testimonials</span> </a>"
},
{
"href": "/company/",
"text": "About Us",
"html": "<a class=\"w-full text-3xl py-4 text-primary font-serif font-bold\" href=\"/company/\">About Us</a>"
},
{
"href": "/company/",
"text": "Company",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/\">Company</a>"
},
{
"href": "/company/mission-values/",
"text": "Mission and Values",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/mission-values/\">Mission and Values</a>"
},
{
"href": "/company/certifications-awards/",
"text": "Certifications and Awards",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/certifications-awards/\">Certifications and Awards</a>"
},
{
"href": "/company/history/",
"text": "History",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/history/\">History</a>"
},
{
"href": "/company/deib/",
"text": "DEIB",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/deib/\">DEIB</a>"
},
{
"href": "/company/network/",
"text": "Global Partner Network",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/network/\">Global Partner Network</a>"
},
{
"href": "/company/scientific-communities/",
"text": "Scientific Communities",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/scientific-communities/\">Scientific Communities</a>"
},
{
"href": "/company/careers/",
"text": "Careers",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/careers/\">Careers</a>"
},
{
"href": "/company/events/",
"text": "Events",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/events/\">Events</a>"
},
{
"href": "/company/media/",
"text": "Media",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/media/\">Media</a>"
},
{
"href": "/company/media/image-gallery/",
"text": "Image Gallery",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/media/image-gallery/\">Image Gallery</a>"
},
{
"href": "/company/media/videos/",
"text": "Video Highlights",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/media/videos/\">Video Highlights</a>"
},
{
"href": "/company/news/",
"text": "News",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/news/\">News</a>"
},
{
"href": "/company/testimonials/",
"text": "Testimonials",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/testimonials/\">Testimonials</a>"
},
{
"href": "/company/privacy-policy/",
"text": "Privacy Policy",
"html": "<a href=\"/company/privacy-policy/\">Privacy Policy</a>"
},
{
"href": "https://www.linkedin.com/company/chroma-technology-corp/",
"text": "",
"html": "<a class=\"block\" aria-label=\"visit /assets/icons/linkedin-1641400598.svg\" href=\"https://www.linkedin.com/company/chroma-technology-corp/\"> <!--?xml version=\"1.0\" encoding=\"UTF-8\"?--><svg class=\"w-6 h-6 fill-current\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" version=\"1.1\" id=\"Layer_1\" x=\"0px\" y=\"0px\" viewBox=\"0 0 24 24\" style=\"enable-background:new 0 0 24 24;\"><path d=\"M20.5,2H3.5C2.7,2,2.1,2.6,2.1,3.4c0,0,0,0,0,0v17.1c0,0.8,0.7,1.4,1.5,1.4c0,0,0,0,0,0h16.9c..."
},
{
"href": "/company/certifications-awards/",
"text": "Certifications and Awards",
"html": "<a href=\"/company/certifications-awards/\"> Certifications and Awards </a>"
},
{
"href": "/company/certifications-awards/b-corp/",
"text": "EU B-Corp Certification",
"html": "<a href=\"/company/certifications-awards/b-corp/\"> EU B-Corp Certification </a>"
},
{
"href": "/company/careers/",
"text": "Careers",
"html": "<a href=\"/company/careers/\"> Careers </a>"
},
{
"href": "/company/deib/",
"text": "DEIB",
"html": "<a href=\"/company/deib/\"> DEIB </a>"
},
{
"href": "/company/mission-values/",
"text": "Mission and Values",
"html": "<a href=\"/company/mission-values/\"> Mission and Values </a>"
},
{
"href": "/company/news/",
"text": "News & Press Releases",
"html": "<a href=\"/company/news/\"> News & Press Releases </a>"
},
{
"href": "/company/events/",
"text": "Upcoming Events",
"html": "<a href=\"/company/events/\"> Upcoming Events </a>"
}
],
"contactLinks": [
{
"href": "/resources/customer-support/",
"text": "Customer Support",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/resources/customer-support/\"> <span>Customer Support</span> </a>"
},
{
"href": "/resources/customer-support/ordering/",
"text": "Ordering",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/resources/customer-support/ordering/\"> <span>Ordering</span> </a>"
},
{
"href": "/resources/customer-support/faqs/",
"text": "FAQs",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/resources/customer-support/faqs/\"> <span>FAQs</span> </a>"
},
{
"href": "/contact/",
"text": "Contact",
"html": "<a class=\"text-sm leading-none flex items-center gap-1.5 no-underline uppercase px-3 py-2.5 rounded-md transition-colors whitespace-nowrap text-slate-900 dark:text-slate-300 dark:hover:text-white \" href=\"/contact/\"> Contact </a>"
},
{
"href": "/contact/quote-request/",
"text": "Request a Quote",
"html": "<a href=\"/contact/quote-request/\" class=\"p-2 w-full whitespace-nowrap border border-primary text-primary rounded flex justify-center block\">Request a Quote</a>"
},
{
"href": "/resources/customer-support/",
"text": "Customer Support",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/resources/customer-support/\">Customer Support</a>"
},
{
"href": "/resources/customer-support/ordering/",
"text": "Ordering",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/resources/customer-support/ordering/\">Ordering</a>"
},
{
"href": "/resources/customer-support/faqs/",
"text": "FAQs",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/resources/customer-support/faqs/\">FAQs</a>"
},
{
"href": "/contact/",
"text": "Contact",
"html": "<a class=\"w-full text-3xl py-4 text-primary font-serif font-bold\" href=\"/contact/\">Contact</a>"
},
{
"href": "/contact/quote-request/",
"text": "Request Quote",
"html": "<a href=\"/contact/quote-request/\" class=\"block text-xs whitespace-nowrap border-r border-gray-300 bg-blue-50 text-blue-600 rounded-full border border-black flex items-center justify-center gap-2 py-[3px] px-3\"> <div>Request Quote</div> </a>"
},
{
"href": "/contact/quote-request/",
"text": "Request Quote",
"html": "<a href=\"/contact/quote-request/\" class=\"block text-xs whitespace-nowrap border-r border-gray-300 bg-blue-50 text-blue-600 rounded-full border border-black flex items-center justify-center gap-2 py-[3px] px-3\"> <div>Request Quote</div> </a>"
},
{
"href": "/contact/quote-request/",
"text": "Submit Quote",
"html": "<a href=\"/contact/quote-request/\" class=\"block text-xs whitespace-nowrap border-r border-gray-300 bg-black text-white rounded-full border border-black flex items-center justify-center gap-2 p-[3px] pl-3 text-xs\"> <div>Submit Quote</div> <div class=\"flex items-center justify-center\"> <div class=\"text-black bg-white rounded-full font-bold w-5 h-5 flex items-center justify-center\" x-text=\"$store.quote.count\"></div> </div> </a>"
},
{
"href": "https://lp.constantcontactpages.com/sl/DkTzbLo",
"text": "Join Our Email List",
"html": "<a href=\"https://lp.constantcontactpages.com/sl/DkTzbLo\" target=\"_blank\" class=\"border border-white rounded font-semibold shadow-sm inline-flex items-center gap-x-1 focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 justify-center relative bg-blue-500 text-white hover:bg-accent-b-reg focus-visible:outline-accent-b-reg p-8 text-2xl text-center rounded-lg no-underline\"> Join Our Email List </a>"
},
{
"href": "mailto:[email protected]",
"text": "contact us",
"html": "<a href=\"mailto:[email protected]\">contact us</a>"
},
{
"href": "/resources/customer-support/standard-terms-conditions/",
"text": "Terms of Use",
"html": "<a href=\"/resources/customer-support/standard-terms-conditions/\">Terms of Use</a>"
},
{
"href": "/resources/customer-support/faqs/",
"text": "Frequently Asked Questions",
"html": "<a href=\"/resources/customer-support/faqs/\"> Frequently Asked Questions </a>"
},
{
"href": "/resources/customer-support/shipping-returns/",
"text": "Shipping & Returns",
"html": "<a href=\"/resources/customer-support/shipping-returns/\"> Shipping & Returns </a>"
},
{
"href": "/resources/customer-support/warranty-information/",
"text": "Warranty Information",
"html": "<a href=\"/resources/customer-support/warranty-information/\"> Warranty Information </a>"
},
{
"href": "/support/knowledge-center/?utm_source=no+results+found+page&utm_medium=site+search",
"text": "View Our Knowledge Center",
"html": "<a href=\"/support/knowledge-center/?utm_source=no+results+found+page&utm_medium=site+search\">View Our Knowledge Center</a>"
},
{
"href": "/support/?utm_source=no+results+found+page&utm_medium=site+search",
"text": "Get Customer Support",
"html": "<a href=\"/support/?utm_source=no+results+found+page&utm_medium=site+search\">Get Customer Support</a>"
}
],
"privacyLinks": [
{
"href": "/resources/customer-support/standard-terms-conditions/",
"text": "Terms of Use",
"html": "<a href=\"/resources/customer-support/standard-terms-conditions/\">Terms of Use</a>"
},
{
"href": "/company/privacy-policy/",
"text": "Privacy Policy",
"html": "<a href=\"/company/privacy-policy/\">Privacy Policy</a>"
},
{
"href": "/resources/technical-library/glossary/",
"text": "Glossary of Optical Terms",
"html": "<a href=\"/resources/technical-library/glossary/\"> Glossary of Optical Terms </a>"
},
{
"href": "/privacy-policy/",
"text": "Privacy Policy",
"html": "<a href=\"/privacy-policy/\" class=\"text-white underline\">Privacy Policy</a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/company/",
"text": "About Us",
"html": "<a class=\"text-sm leading-none flex items-center gap-1.5 no-underline uppercase px-3 py-2.5 rounded-md transition-colors whitespace-nowrap text-slate-900 dark:text-slate-300 dark:hover:text-white \" href=\"/company/\"> About Us <svg class=\"w-3 h-3 opacity-60 transition-transform\" :class=\"open && 'rotate-180'\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 20 20\" fill=\"currentColor\"><path fill-rule=\"evenodd\" d=\"M5.22 8.22a.75.75 0 0 1 1.06 0L10 11.94l3.72-3.72a.75.75 0 1 1 1.06..."
},
{
"href": "/company/",
"text": "Company",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/\"> <span>Company</span> <svg class=\"w-4 h-4 ml-3 text-slate-900 dark:text-slate-200 shrink-0\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 20 20\" fill=\"currentColor\"><path fill-rule=\"evenodd\" d=\"M8.22 5.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.2..."
},
{
"href": "/company/mission-values/",
"text": "Mission and Values",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/mission-values/\"> <span>Mission and Values</span> </a>"
},
{
"href": "/company/certifications-awards/",
"text": "Certifications and Awards",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/certifications-awards/\"> <span>Certifications and Awards</span> </a>"
},
{
"href": "/company/history/",
"text": "History",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/history/\"> <span>History</span> </a>"
},
{
"href": "/company/deib/",
"text": "DEIB",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/deib/\"> <span>DEIB</span> </a>"
},
{
"href": "/company/network/",
"text": "Global Partner Network",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/network/\"> <span>Global Partner Network</span> </a>"
},
{
"href": "/company/scientific-communities/",
"text": "Scientific Communities",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/scientific-communities/\"> <span>Scientific Communities</span> </a>"
},
{
"href": "/company/careers/",
"text": "Careers",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/careers/\"> <span>Careers</span> </a>"
},
{
"href": "/company/events/",
"text": "Events",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/events/\"> <span>Events</span> </a>"
},
{
"href": "/company/media/",
"text": "Media",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/media/\"> <span>Media</span> <svg class=\"w-4 h-4 ml-3 text-slate-900 dark:text-slate-200 shrink-0\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 20 20\" fill=\"currentColor\"><path fill-rule=\"evenodd\" d=\"M8.22 5.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25..."
},
{
"href": "/company/media/image-gallery/",
"text": "Image Gallery",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/media/image-gallery/\"> <span>Image Gallery</span> </a>"
},
{
"href": "/company/media/videos/",
"text": "Video Highlights",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/media/videos/\"> <span>Video Highlights</span> </a>"
},
{
"href": "/company/news/",
"text": "News",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/news/\"> <span>News</span> </a>"
},
{
"href": "/company/testimonials/",
"text": "Testimonials",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/company/testimonials/\"> <span>Testimonials</span> </a>"
},
{
"href": "/company/",
"text": "About Us",
"html": "<a class=\"w-full text-3xl py-4 text-primary font-serif font-bold\" href=\"/company/\">About Us</a>"
},
{
"href": "/company/",
"text": "Company",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/\">Company</a>"
},
{
"href": "/company/mission-values/",
"text": "Mission and Values",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/mission-values/\">Mission and Values</a>"
},
{
"href": "/company/certifications-awards/",
"text": "Certifications and Awards",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/certifications-awards/\">Certifications and Awards</a>"
},
{
"href": "/company/history/",
"text": "History",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/history/\">History</a>"
},
{
"href": "/company/deib/",
"text": "DEIB",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/deib/\">DEIB</a>"
},
{
"href": "/company/network/",
"text": "Global Partner Network",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/network/\">Global Partner Network</a>"
},
{
"href": "/company/scientific-communities/",
"text": "Scientific Communities",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/scientific-communities/\">Scientific Communities</a>"
},
{
"href": "/company/careers/",
"text": "Careers",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/careers/\">Careers</a>"
},
{
"href": "/company/events/",
"text": "Events",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/events/\">Events</a>"
},
{
"href": "/company/media/",
"text": "Media",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/media/\">Media</a>"
},
{
"href": "/company/media/image-gallery/",
"text": "Image Gallery",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/media/image-gallery/\">Image Gallery</a>"
},
{
"href": "/company/media/videos/",
"text": "Video Highlights",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/media/videos/\">Video Highlights</a>"
},
{
"href": "/company/news/",
"text": "News",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/news/\">News</a>"
},
{
"href": "/company/testimonials/",
"text": "Testimonials",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/company/testimonials/\">Testimonials</a>"
},
{
"href": "/company/privacy-policy/",
"text": "Privacy Policy",
"html": "<a href=\"/company/privacy-policy/\">Privacy Policy</a>"
},
{
"href": "https://www.linkedin.com/company/chroma-technology-corp/",
"text": "",
"html": "<a class=\"block\" aria-label=\"visit /assets/icons/linkedin-1641400598.svg\" href=\"https://www.linkedin.com/company/chroma-technology-corp/\"> <!--?xml version=\"1.0\" encoding=\"UTF-8\"?--><svg class=\"w-6 h-6 fill-current\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" version=\"1.1\" id=\"Layer_1\" x=\"0px\" y=\"0px\" viewBox=\"0 0 24 24\" style=\"enable-background:new 0 0 24 24;\"><path d=\"M20.5,2H3.5C2.7,2,2.1,2.6,2.1,3.4c0,0,0,0,0,0v17.1c0,0.8,0.7,1.4,1.5,1.4c0,0,0,0,0,0h16.9c..."
},
{
"href": "/company/certifications-awards/",
"text": "Certifications and Awards",
"html": "<a href=\"/company/certifications-awards/\"> Certifications and Awards </a>"
},
{
"href": "/company/certifications-awards/b-corp/",
"text": "EU B-Corp Certification",
"html": "<a href=\"/company/certifications-awards/b-corp/\"> EU B-Corp Certification </a>"
},
{
"href": "/company/careers/",
"text": "Careers",
"html": "<a href=\"/company/careers/\"> Careers </a>"
},
{
"href": "/company/deib/",
"text": "DEIB",
"html": "<a href=\"/company/deib/\"> DEIB </a>"
},
{
"href": "/company/mission-values/",
"text": "Mission and Values",
"html": "<a href=\"/company/mission-values/\"> Mission and Values </a>"
},
{
"href": "/company/news/",
"text": "News & Press Releases",
"html": "<a href=\"/company/news/\"> News & Press Releases </a>"
},
{
"href": "/company/events/",
"text": "Upcoming Events",
"html": "<a href=\"/company/events/\"> Upcoming Events </a>"
}
],
"contactLinks": [
{
"href": "/resources/customer-support/",
"text": "Customer Support",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/resources/customer-support/\"> <span>Customer Support</span> </a>"
},
{
"href": "/resources/customer-support/ordering/",
"text": "Ordering",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/resources/customer-support/ordering/\"> <span>Ordering</span> </a>"
},
{
"href": "/resources/customer-support/faqs/",
"text": "FAQs",
"html": "<a class=\"flex items-center justify-between px-4 py-2.5 text-slate-900 dark:text-slate-200 hover:bg-slate-300 dark:hover:bg-slate-700 rounded-lg\" :class=\"open && 'bg-slate-300 dark:bg-slate-700'\" href=\"/resources/customer-support/faqs/\"> <span>FAQs</span> </a>"
},
{
"href": "/contact/",
"text": "Contact",
"html": "<a class=\"text-sm leading-none flex items-center gap-1.5 no-underline uppercase px-3 py-2.5 rounded-md transition-colors whitespace-nowrap text-slate-900 dark:text-slate-300 dark:hover:text-white \" href=\"/contact/\"> Contact </a>"
},
{
"href": "/contact/quote-request/",
"text": "Request a Quote",
"html": "<a href=\"/contact/quote-request/\" class=\"p-2 w-full whitespace-nowrap border border-primary text-primary rounded flex justify-center block\">Request a Quote</a>"
},
{
"href": "/resources/customer-support/",
"text": "Customer Support",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/resources/customer-support/\">Customer Support</a>"
},
{
"href": "/resources/customer-support/ordering/",
"text": "Ordering",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/resources/customer-support/ordering/\">Ordering</a>"
},
{
"href": "/resources/customer-support/faqs/",
"text": "FAQs",
"html": "<a class=\"text-xl px-5 py-2 block w-full\" href=\"/resources/customer-support/faqs/\">FAQs</a>"
},
{
"href": "/contact/",
"text": "Contact",
"html": "<a class=\"w-full text-3xl py-4 text-primary font-serif font-bold\" href=\"/contact/\">Contact</a>"
},
{
"href": "/contact/quote-request/",
"text": "Request Quote",
"html": "<a href=\"/contact/quote-request/\" class=\"block text-xs whitespace-nowrap border-r border-gray-300 bg-blue-50 text-blue-600 rounded-full border border-black flex items-center justify-center gap-2 py-[3px] px-3\"> <div>Request Quote</div> </a>"
},
{
"href": "/contact/quote-request/",
"text": "Request Quote",
"html": "<a href=\"/contact/quote-request/\" class=\"block text-xs whitespace-nowrap border-r border-gray-300 bg-blue-50 text-blue-600 rounded-full border border-black flex items-center justify-center gap-2 py-[3px] px-3\"> <div>Request Quote</div> </a>"
},
{
"href": "/contact/quote-request/",
"text": "Submit Quote",
"html": "<a href=\"/contact/quote-request/\" class=\"block text-xs whitespace-nowrap border-r border-gray-300 bg-black text-white rounded-full border border-black flex items-center justify-center gap-2 p-[3px] pl-3 text-xs\"> <div>Submit Quote</div> <div class=\"flex items-center justify-center\"> <div class=\"text-black bg-white rounded-full font-bold w-5 h-5 flex items-center justify-center\" x-text=\"$store.quote.count\"></div> </div> </a>"
},
{
"href": "https://lp.constantcontactpages.com/sl/DkTzbLo",
"text": "Join Our Email List",
"html": "<a href=\"https://lp.constantcontactpages.com/sl/DkTzbLo\" target=\"_blank\" class=\"border border-white rounded font-semibold shadow-sm inline-flex items-center gap-x-1 focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 justify-center relative bg-blue-500 text-white hover:bg-accent-b-reg focus-visible:outline-accent-b-reg p-8 text-2xl text-center rounded-lg no-underline\"> Join Our Email List </a>"
},
{
"href": "mailto:[email protected]",
"text": "contact us",
"html": "<a href=\"mailto:[email protected]\">contact us</a>"
},
{
"href": "/resources/customer-support/standard-terms-conditions/",
"text": "Terms of Use",
"html": "<a href=\"/resources/customer-support/standard-terms-conditions/\">Terms of Use</a>"
},
{
"href": "/resources/customer-support/faqs/",
"text": "Frequently Asked Questions",
"html": "<a href=\"/resources/customer-support/faqs/\"> Frequently Asked Questions </a>"
},
{
"href": "/resources/customer-support/shipping-returns/",
"text": "Shipping & Returns",
"html": "<a href=\"/resources/customer-support/shipping-returns/\"> Shipping & Returns </a>"
},
{
"href": "/resources/customer-support/warranty-information/",
"text": "Warranty Information",
"html": "<a href=\"/resources/customer-support/warranty-information/\"> Warranty Information </a>"
},
{
"href": "/support/knowledge-center/?utm_source=no+results+found+page&utm_medium=site+search",
"text": "View Our Knowledge Center",
"html": "<a href=\"/support/knowledge-center/?utm_source=no+results+found+page&utm_medium=site+search\">View Our Knowledge Center</a>"
},
{
"href": "/support/?utm_source=no+results+found+page&utm_medium=site+search",
"text": "Get Customer Support",
"html": "<a href=\"/support/?utm_source=no+results+found+page&utm_medium=site+search\">Get Customer Support</a>"
}
],
"privacyLinks": [
{
"href": "/resources/customer-support/standard-terms-conditions/",
"text": "Terms of Use",
"html": "<a href=\"/resources/customer-support/standard-terms-conditions/\">Terms of Use</a>"
},
{
"href": "/company/privacy-policy/",
"text": "Privacy Policy",
"html": "<a href=\"/company/privacy-policy/\">Privacy Policy</a>"
},
{
"href": "/resources/technical-library/glossary/",
"text": "Glossary of Optical Terms",
"html": "<a href=\"/resources/technical-library/glossary/\"> Glossary of Optical Terms </a>"
},
{
"href": "/privacy-policy/",
"text": "Privacy Policy",
"html": "<a href=\"/privacy-policy/\" class=\"text-white underline\">Privacy Policy</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
5 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, JSON-LD structured data.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": true,
"definitionPatterns": 3,
"schemaBlocks": 0,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"JSON-LD structured data"
],
"score": 60,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
19 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer-first sections
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer-first sections scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 21,
"passing": 2,
"failing": [
{
"heading": "Our Products",
"headingHtml": "<h2>Our Products</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Optical Filters",
"headingHtml": "<h3> <a href=\"/products/filters/\" class=\"block text-primary dark:text-slate-400\">Optical Filters</a> </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Filter Sets",
"headingHtml": "<h3> <a href=\"/products/filter-sets/\" class=\"block text-primary dark:text-slate-400\">Filter Sets</a> </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Filter Accessories",
"headingHtml": "<h3> <a href=\"/products/filter-accessories/\" class=\"block text-primary dark:text-slate-400\">Filter Accessories</a> </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Capabilities",
"headingHtml": "<h2>Capabilities</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Manufacturing & Optical Coatings",
"headingHtml": "<h3> <a href=\"/capabilities/manufacturing/\" class=\"block text-primary dark:text-slate-400\">Manufacturing & Optical Coatings</a> </h3>",
"firstParagraph": "Manufacturing capabilities for optical filters involve precision techniques like thin-film coating and optical design.",
"paragraphHtml": "<p>Manufacturing capabilities for optical filters involve precision techniques like thin-film coating and optical design.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Custom Design & Engineering",
"headingHtml": "<h3> <a href=\"/capabilities/custom-design-engineering/\" class=\"block text-primary dark:text-slate-400\">Custom Design & Engineering</a> </h3>",
"firstParagraph": "Expert guidance and comprehensive support from initial consultation to final implementation.",
"paragraphHtml": "<p>Expert guidance and comprehensive support from initial consultation to final implementation.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Prototyping & Rapid Development",
"headingHtml": "<h3> <a href=\"/capabilities/rapid-prototyping/\" class=\"block text-primary dark:text-slate-400\">Prototyping & Rapid Development</a> </h3>",
"firstParagraph": "In the dynamic landscape of rapid product development, transforming ideas into prototypes swiftly is essential.",
"paragraphHtml": "<p>In the dynamic landscape of rapid product development, transforming ideas into prototypes swiftly is essential.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Metrology & Quality Assurance",
"headingHtml": "<h3> <a href=\"/capabilities/metrology/\" class=\"block text-primary dark:text-slate-400\">Metrology & Quality Assurance</a> </h3>",
"firstParagraph": "Our state-of-the-art metrology equipment ensures the quality of optical components.",
"paragraphHtml": "<p>Our state-of-the-art metrology equipment ensures the quality of optical components.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Applications & Markets",
"headingHtml": "<h2>Applications & Markets</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Life Science & Diagnostics",
"headingHtml": "<h3> <a href=\"/applications/life-science-and-diagnostics/\" class=\"block text-primary dark:text-slate-400\">Life Science & Diagnostics</a> </h3>",
"firstParagraph": "Filters for biotechnology and diagnostic instruments, including flow cytometers, PCR, DNA sequencers, plate readers, and clinical chemistry analyzers.",
"paragraphHtml": "<p>Filters for biotechnology and diagnostic instruments, including flow cytometers, PCR, DNA sequencers, plate readers, and clinical chemistry analyzers.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Astronomy & Astrophotography",
"headingHtml": "<h3> <a href=\"/applications/astronomy-and-astrophotography/\" class=\"block text-primary dark:text-slate-400\">Astronomy & Astrophotography</a> </h3>",
"firstParagraph": "Filters designed for deep-sky imaging, planetary observation, and scientific measurement with precise spectral control and long-term stability.",
"paragraphHtml": "<p>Filters designed for deep-sky imaging, planetary observation, and scientific measurement with precise spectral control and long-term stability.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Industrial Applications & Machine Vision",
"headingHtml": "<h3> <a href=\"/applications/industrial/\" class=\"block text-primary dark:text-slate-400\">Industrial Applications & Machine Vision</a> </h3>",
"firstParagraph": "Filters for industrial automation from inspection and measurement to robotic guidance, machine vision, sorting, and embedded vision in harsh environments.",
"paragraphHtml": "<p>Filters for industrial automation from inspection and measurement to robotic guidance, machine vision, sorting, and embedded vision in harsh environments.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Analytical Spectroscopy",
"headingHtml": "<h3> <a href=\"/applications/analytical-spectroscopy/\" class=\"block text-primary dark:text-slate-400\">Analytical Spectroscopy</a> </h3>",
"firstParagraph": "Filters and sets for Raman, fluorescence, UV–Vis, and other analytical spectroscopy workflows to optimize signal-to-noise and simplify system design.",
"paragraphHtml": "<p>Filters and sets for Raman, fluorescence, UV–Vis, and other analytical spectroscopy workflows to optimize signal-to-noise and simplify system design.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Spectra Viewer",
"headingHtml": "<h2>Spectra Viewer</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "OEM Optical Engineering Systems Design",
"headingHtml": "<h2>OEM Optical Engineering Systems Design</h2>",
"firstParagraph": "Are you looking for a partner to develop custom optical engineering solutions?",
"paragraphHtml": "<p>Are you looking for a partner to develop custom optical engineering solutions?</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Upcoming Events & Tradeshows",
"headingHtml": "<h2>Upcoming Events & Tradeshows</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Sign up for our newsletter",
"headingHtml": "<h2>Sign up for our newsletter</h2>",
"firstParagraph": "Stay updated on the latest advancements in optical filters by signing up for our newsletter. Receive exclusive insights, industry news, and product updates directly to your inbox when you subscribe today.",
"paragraphHtml": "<p>Stay updated on the latest advancements in optical filters by signing up for our newsletter. Receive exclusive insights, industry news, and product updates directly to your inbox when you subscribe today.</p>",
"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
},
{
"heading": "No Results Found",
"headingHtml": "<h2>No Results Found</h2>",
"firstParagraph": "Please check the spelling or try searching with different keywords.",
"paragraphHtml": "<p>Please check the spelling or try searching with different keywords.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
19 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
50/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Question-led structure scored 50/100 and needs improvement.
Evidence
{
"h2Count": 9,
"questionH2s": [],
"hasFaq": true,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 55/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 55/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: optical, filters, custom, oem, filter, design, imaging, systems, products, chroma, technology, corp, scientific, detection, industries.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Entity and definition clarity
Score
55/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Entity and definition clarity scored 55/100 and needs improvement.
Evidence
{
"title": "Optical Filters, Custom & OEM Filter Design, Imaging Systems & Products - Chroma Technology Corp",
"h1": "Optical Filters for Scientific, Imaging and Detection Industries",
"description": "",
"topicOverlap": 0,
"definitionCount": 3,
"topicTerms": [
"optical",
"filters",
"custom",
"oem",
"filter",
"design",
"imaging",
"systems",
"products",
"chroma",
"technology",
"corp",
"scientific",
"detection",
"industries"
],
"descriptionTerms": [],
"missingFromDescription": [
"optical",
"filters",
"custom",
"oem",
"filter",
"design",
"imaging",
"systems",
"products",
"chroma",
"technology",
"corp",
"scientific",
"detection",
"industries"
],
"score": 55,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
Needs attention
GEO: Explanatory content depth
Issue
3 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 3,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 2,
"heading": "H2: Setting the standard for success in optical filters",
"text": "Our reputation is built on dedicated customer service, including technical and application support. We manufacture high-performance optical filters covering a spectral range from 200-3000nm with superior durability and longevity, across many industries and applications. Our filter types include long, short, and multi-bandpass filters, notch rejection filters, neutral density filters, beamsplitters and reflective m...",
"words": 54,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (54 words; target 80-220)."
],
"html": "<p>Our reputation is built on dedicated customer service, including technical and application support. We manufacture high-performance optical filters covering a spectral range from 200-3000nm with superior durability and longevity, across many industries and applications. Our filter types include long, short, and multi-bandpass filters, notch rejection filters, neutral density filters, beamsplitters and reflective metal mirrors.</p>"
},
{
"index": 11,
"heading": "H3: From Researchers to OEMs:",
"text": "Experience the powerful, interactive Spectra Viewer from Chroma Technology. View our tutorials and use this simple-to-use tool to provide insight into the world of optical filters, filter sets, and fluorochromes. The Spectra Viewer is designed to support and enhance your work.",
"words": 41,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (41 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>Experience the powerful, interactive Spectra Viewer from Chroma Technology. View <a target=\"_blank\" href=\"https://www.youtube.com/watch?v=Nr8EB7-iCQI&list=PLRGHgAjM7hlrU_7szO8MRYTEBZc7CEhfX&pp=gAQB\">our tutorials</a> and use this simple-to-use tool to provide insight into the world of optical filters, filter sets, and fluorochromes. The Spectra Viewer is designed to support and enhance your work.</p>"
},
{
"index": 13,
"heading": "H2: OEM Optical Engineering Systems Design",
"text": "We work closely with our partner, 89 North, in the development of custom OEM optical engineering solutions for some of the world’s most advanced companies. Core expertise includes custom illumination design and laser system design across the fields of",
"words": 40,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (40 words; target 80-220)."
],
"html": "<p>We work closely with our partner, 89 North, in the development of custom OEM optical engineering solutions for some of the world’s most advanced companies. Core expertise includes custom illumination design and laser system design across the fields of</p>"
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
Needs attention
AIO: Answer block readiness
Issue
19 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 21,
"passing": 2,
"failing": [
{
"heading": "Our Products",
"headingHtml": "<h2>Our Products</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Optical Filters",
"headingHtml": "<h3> <a href=\"/products/filters/\" class=\"block text-primary dark:text-slate-400\">Optical Filters</a> </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Filter Sets",
"headingHtml": "<h3> <a href=\"/products/filter-sets/\" class=\"block text-primary dark:text-slate-400\">Filter Sets</a> </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Filter Accessories",
"headingHtml": "<h3> <a href=\"/products/filter-accessories/\" class=\"block text-primary dark:text-slate-400\">Filter Accessories</a> </h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Capabilities",
"headingHtml": "<h2>Capabilities</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Manufacturing & Optical Coatings",
"headingHtml": "<h3> <a href=\"/capabilities/manufacturing/\" class=\"block text-primary dark:text-slate-400\">Manufacturing & Optical Coatings</a> </h3>",
"firstParagraph": "Manufacturing capabilities for optical filters involve precision techniques like thin-film coating and optical design.",
"paragraphHtml": "<p>Manufacturing capabilities for optical filters involve precision techniques like thin-film coating and optical design.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Custom Design & Engineering",
"headingHtml": "<h3> <a href=\"/capabilities/custom-design-engineering/\" class=\"block text-primary dark:text-slate-400\">Custom Design & Engineering</a> </h3>",
"firstParagraph": "Expert guidance and comprehensive support from initial consultation to final implementation.",
"paragraphHtml": "<p>Expert guidance and comprehensive support from initial consultation to final implementation.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Prototyping & Rapid Development",
"headingHtml": "<h3> <a href=\"/capabilities/rapid-prototyping/\" class=\"block text-primary dark:text-slate-400\">Prototyping & Rapid Development</a> </h3>",
"firstParagraph": "In the dynamic landscape of rapid product development, transforming ideas into prototypes swiftly is essential.",
"paragraphHtml": "<p>In the dynamic landscape of rapid product development, transforming ideas into prototypes swiftly is essential.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Metrology & Quality Assurance",
"headingHtml": "<h3> <a href=\"/capabilities/metrology/\" class=\"block text-primary dark:text-slate-400\">Metrology & Quality Assurance</a> </h3>",
"firstParagraph": "Our state-of-the-art metrology equipment ensures the quality of optical components.",
"paragraphHtml": "<p>Our state-of-the-art metrology equipment ensures the quality of optical components.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "Applications & Markets",
"headingHtml": "<h2>Applications & Markets</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Life Science & Diagnostics",
"headingHtml": "<h3> <a href=\"/applications/life-science-and-diagnostics/\" class=\"block text-primary dark:text-slate-400\">Life Science & Diagnostics</a> </h3>",
"firstParagraph": "Filters for biotechnology and diagnostic instruments, including flow cytometers, PCR, DNA sequencers, plate readers, and clinical chemistry analyzers.",
"paragraphHtml": "<p>Filters for biotechnology and diagnostic instruments, including flow cytometers, PCR, DNA sequencers, plate readers, and clinical chemistry analyzers.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Astronomy & Astrophotography",
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"paragraphHtml": "<p>Filters designed for deep-sky imaging, planetary observation, and scientific measurement with precise spectral control and long-term stability.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Industrial Applications & Machine Vision",
"headingHtml": "<h3> <a href=\"/applications/industrial/\" class=\"block text-primary dark:text-slate-400\">Industrial Applications & Machine Vision</a> </h3>",
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"paragraphHtml": "<p>Filters for industrial automation from inspection and measurement to robotic guidance, machine vision, sorting, and embedded vision in harsh environments.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Analytical Spectroscopy",
"headingHtml": "<h3> <a href=\"/applications/analytical-spectroscopy/\" class=\"block text-primary dark:text-slate-400\">Analytical Spectroscopy</a> </h3>",
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"paragraphHtml": "<p>Filters and sets for Raman, fluorescence, UV–Vis, and other analytical spectroscopy workflows to optimize signal-to-noise and simplify system design.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Spectra Viewer",
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"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "OEM Optical Engineering Systems Design",
"headingHtml": "<h2>OEM Optical Engineering Systems Design</h2>",
"firstParagraph": "Are you looking for a partner to develop custom optical engineering solutions?",
"paragraphHtml": "<p>Are you looking for a partner to develop custom optical engineering solutions?</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Upcoming Events & Tradeshows",
"headingHtml": "<h2>Upcoming Events & Tradeshows</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Sign up for our newsletter",
"headingHtml": "<h2>Sign up for our newsletter</h2>",
"firstParagraph": "Stay updated on the latest advancements in optical filters by signing up for our newsletter. Receive exclusive insights, industry news, and product updates directly to your inbox when you subscribe today.",
"paragraphHtml": "<p>Stay updated on the latest advancements in optical filters by signing up for our newsletter. Receive exclusive insights, industry news, and product updates directly to your inbox when you subscribe today.</p>",
"words": 31,
"direct": false,
"issue": "First paragraph is 31 words and does not look like a concise direct answer."
},
{
"heading": "No Results Found",
"headingHtml": "<h2>No Results Found</h2>",
"firstParagraph": "Please check the spelling or try searching with different keywords.",
"paragraphHtml": "<p>Please check the spelling or try searching with different keywords.</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
}
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"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 75/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 75/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
31 image(s) are missing width/height attributes. 1 possible modal/interstitial element(s) detected.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 75/100 and needs improvement.
Evidence
{
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"htmlBytes": 210753,
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"height": "",
"loading": "",
"html": "<img src=\"/assets/footer/chr-logo-footer.png\" alt=\"logo\" class=\"inline object-contain h-[55px] w-auto dark:hidden\">"
},
{
"src": "/assets/images/chroma_logo_dark.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/assets/images/chroma_logo_dark.svg\" alt=\"logo\" class=\"hidden object-contain h-[55px] w-auto dark:inline\">"
},
{
"src": "/assets/icons/us.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/assets/icons/us.png\" class=\"w-full h-full object-contain\" alt=\"us\">"
},
{
"src": "/assets/icons/cn.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/assets/icons/cn.png\" class=\"w-full h-full object-contain\" alt=\"cn\">"
},
{
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"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/assets/icons/jp.png\" class=\"w-full h-full object-contain\" alt=\"jp\">"
},
{
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"width": "",
"height": "",
"loading": "",
"html": "<img class=\"object-contain w-full h-auto max-h-10\" src=\"/assets/icons/cart.svg\" alt=\"cart\">"
},
{
"src": "/assets/icons/cart.svg",
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"height": "",
"loading": "",
"html": "<img class=\"object-contain w-full h-auto max-h-10\" src=\"/assets/icons/cart.svg\" alt=\"Shopping Cart\">"
},
{
"src": "/assets/icons/us.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/assets/icons/us.png\" class=\"w-full h-full object-contain\" alt=\"us\">"
},
{
"src": "/assets/icons/cn.png",
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"html": "<img src=\"/assets/icons/cn.png\" class=\"w-full h-full object-contain\" alt=\"cn\">"
},
{
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"html": "<img src=\"/assets/icons/jp.png\" class=\"w-full h-full object-contain\" alt=\"jp\">"
},
{
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{
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},
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"html": "<img src=\"/img/containers/assets/heros/hero-industrial-applications-darkened.jpg/90abea4b6a90030a878233578d473118/hero-industrial-applications-darkened.jpg\" class=\"object-cover w-full h-full\" alt=\"hero industrial applications darkened\">"
},
{
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},
{
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},
{
"src": "/img/containers/assets/images/single-red-mounted-filter.png/1a7e058aa071464b040c630fa4ea4501/single-red-mounted-filter.png",
"width": "",
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"html": "<img src=\"/img/containers/assets/images/single-red-mounted-filter.png/1a7e058aa071464b040c630fa4ea4501/single-red-mounted-filter.png\" class=\"w-full h-full object-cover\" alt=\"single red mounted filter\">"
},
{
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},
{
"src": "/img/containers/assets/images/chroma-filter-accessories.png/dc714b7d03936fde7affb6fa400ac1b7/chroma-filter-accessories.png",
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},
{
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"html": "<img src=\"/img/containers/assets/images/technician-in-coating-chamber.jpg/79c888aceacf73a415ee8f1cf6222fa6/technician-in-coating-chamber.jpg\" class=\"w-full h-full object-cover\" alt=\"technician in coating chamber\">"
},
{
"src": "/img/containers/assets/images/technician-sitting-at-inspection-station-testing-optical-flatness.jpg/ab527f05885dbaea7f846fe602102fd6/technician-sitting-at-inspection-station-testing-optical-flatness.jpg",
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},
{
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},
{
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},
{
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{
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},
{
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"html": "<img src=\"/img/containers/assets/images/chroma-raman-molecules.jpg/628ecca37e04d7651a8f3382882eb075/chroma-raman-molecules.jpg\" class=\"w-full h-full object-cover\" alt=\"chroma raman molecules\">"
},
{
"src": "/img/containers/assets/spectra/chroma-spectra-spectraviewer-plot-purple-green-red.png/8bd781ae70a78f8cff4e7aeb02dbbcd1/chroma-spectra-spectraviewer-plot-purple-green-red.png",
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"loading": "",
"html": "<img src=\"/img/containers/assets/spectra/chroma-spectra-spectraviewer-plot-purple-green-red.png/8bd781ae70a78f8cff4e7aeb02dbbcd1/chroma-spectra-spectraviewer-plot-purple-green-red.png\" class=\"w-full h-full object-contain\" alt=\"chroma spectra spectraviewer plot purple green red\">"
},
{
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"height": "",
"loading": "",
"html": "<img src=\"/img/containers/assets/images/89n-homepage-oem.jpg/ac1bf36a3df40ad60dc47a64f0179f59/89n-homepage-oem.jpg\" class=\"w-full h-full object-contain\" alt=\"89n homepage oem\">"
},
{
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"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/assets/logos/89north-logo-footer.png\" alt=\"89 North logo\">"
},
{
"src": "/assets/footer/chr-logo-footer.png",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"/assets/footer/chr-logo-footer.png\" alt=\"chr logo footer\">"
}
],
"possibleDialogs": [
"<div class=\"foxyDialog\" id=\"FCart\" style=\"display:none;\"></div>"
],
"score": 75,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "Setting the standard for success in optical filters",
"html": "<h2>Setting the standard for success in optical filters</h2>"
},
{
"text": "Our Products",
"html": "<h2>Our Products</h2>"
},
{
"text": "Capabilities",
"html": "<h2>Capabilities</h2>"
},
{
"text": "Applications & Markets",
"html": "<h2>Applications & Markets</h2>"
},
{
"text": "Spectra Viewer",
"html": "<h2>Spectra Viewer</h2>"
},
{
"text": "OEM Optical Engineering Systems Design",
"html": "<h2>OEM Optical Engineering Systems Design</h2>"
},
{
"text": "Upcoming Events & Tradeshows",
"html": "<h2>Upcoming Events & Tradeshows</h2>"
},
{
"text": "Sign up for our newsletter",
"html": "<h2>Sign up for our newsletter</h2>"
},
{
"text": "No Results Found",
"html": "<h2>No Results Found</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Optical Filters, Custom & OEM Filter Design,...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Optical Filters, Custom & OEM Filter Design,... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Optical Filters, Custom & OEM Filter Design,...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Optical Filters, Custom & OEM Filter Design,... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Optical Filters, Custom & OEM Filter Design,... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Optical Filters, Custom & OEM Filter Design,...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Optical Filters, Custom & OEM Filter Design,... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Optical Filters, Custom & OEM Filter Design,...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Optical Filters, Custom & OEM Filter Design,... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Optical Filters, Custom & OEM Filter Design,... compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Needs attention
AI context endpoint
Issue
AI context endpoint is informational for this page.
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "application/json",
"length": 24
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "application/json",
"length": 24
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "AI context endpoint was not found at the expected path.",
"howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Needs attention
AIO: Query intent coverage
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "Setting the standard for success in optical filters",
"html": "<h2>Setting the standard for success in optical filters</h2>"
},
{
"text": "Our Products",
"html": "<h2>Our Products</h2>"
},
{
"text": "Capabilities",
"html": "<h2>Capabilities</h2>"
},
{
"text": "Applications & Markets",
"html": "<h2>Applications & Markets</h2>"
},
{
"text": "Spectra Viewer",
"html": "<h2>Spectra Viewer</h2>"
},
{
"text": "OEM Optical Engineering Systems Design",
"html": "<h2>OEM Optical Engineering Systems Design</h2>"
},
{
"text": "Upcoming Events & Tradeshows",
"html": "<h2>Upcoming Events & Tradeshows</h2>"
},
{
"text": "Sign up for our newsletter",
"html": "<h2>Sign up for our newsletter</h2>"
},
{
"text": "No Results Found",
"html": "<h2>No Results Found</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Optical Filters, Custom & OEM Filter Design,...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Optical Filters, Custom & OEM Filter Design,... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Optical Filters, Custom & OEM Filter Design,...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Optical Filters, Custom & OEM Filter Design,... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Optical Filters, Custom & OEM Filter Design,... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Optical Filters, Custom & OEM Filter Design,...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Optical Filters, Custom & OEM Filter Design,... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Optical Filters, Custom & OEM Filter Design,...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Optical Filters, Custom & OEM Filter Design,... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Optical Filters, Custom & OEM Filter Design,... compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
OAuth / OIDC discovery was not found at the expected path.
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 198922
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 6,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Needs attention
OAuth Protected Resource
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\">\n\n<head>\n <meta charset=\"utf-8\" />\n <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\" />\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n <meta name=\"csrf-token\" content=\"NXmZLL0QMki2rBoDhKF8c762RwhZvHGR0cZhU9uz\">\n <link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/[email protected]/themes/reset-min.css\"\n integrity=\"sha256-2AeJLzExpZvqLUxMfcs+4DWcMwNfpnjUeAAvEtPr0wU=\" crossorigin=\"anonymous\"\n media=\"print\" onload=\"this.media='all'\"\n >\n\n <link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/assets/favicons/favicon.ico\">\n<!-- <link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"\">\n<link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" hre"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://www.chroma.com"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.chroma.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.chroma.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.chroma.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 6,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
100 Fail
Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
Check name
Browser errors were logged to the console
Score
0/100
Status
fail
Device
desktop
Category
Best Practices
Fix guidance
Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)
Evidence
{
"description": "Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)"
}SEOSEOBrowser audit
Document does not have a meta description
33 Fail
SEOSEOBrowser audit
Document does not have a meta description
Check name
Document does not have a meta description
Score
0/100
Status
fail
Device
desktop
Category
SEO
Fix guidance
Meta descriptions may be included in search results to concisely summarize page content. [Learn more about the meta description](https://developer.chrome.com/docs/lighthouse/seo/meta-description/).
Evidence
{
"description": "Meta descriptions may be included in search results to concisely summarize page content. [Learn more about the meta description](https://developer.chrome.com/docs/lighthouse/seo/meta-description/)."
}SEOSEOBrowser audit
Links are not crawlable
33 Fail
SEOSEOBrowser audit
Links are not crawlable
Check name
Links are not crawlable
Score
0/100
Status
fail
Device
desktop
Category
SEO
Fix guidance
Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)
Evidence
{
"description": "Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)"
}SEOSEOBrowser audit
Links do not have descriptive text
33 Fail
SEOSEOBrowser audit
Links do not have descriptive text
Check name
Links do not have descriptive text
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
16 links found
Fix guidance
Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).
Evidence
{
"displayValue": "16 links found",
"description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
17 Fail
Performance and AccessibilityPerformanceBrowser audit
Reduce unused JavaScript
Check name
Reduce unused JavaScript
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 231Â KiB
Fix guidance
Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 231Â KiB",
"description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
"numericValue": 130
}Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
17 Fail
Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
Check name
Render-blocking requests
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 1,260Â ms
Fix guidance
Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 1,260Â ms",
"description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}Performance and AccessibilityPerformanceBrowser audit
Image elements do not have explicit `width` and `height`
8 Warning
Performance and AccessibilityPerformanceBrowser audit
Image elements do not have explicit `width` and `height`
Check name
Image elements do not have explicit `width` and `height`
Score
50/100
Status
warning
Device
desktop
Category
Performance
Fix guidance
Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)
References
https://web.dev/learn/performance/Evidence
{
"description": "Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)"
}Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
8 Warning
Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
Check name
Improve image delivery
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 610Â KiB
Fix guidance
Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 610Â KiB",
"description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
8 Warning
Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
Check name
Legacy JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 9Â KiB
Fix guidance
Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 9Â KiB",
"description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}Performance and AccessibilityPerformanceBrowser audit
Minify CSS
8 Warning
Performance and AccessibilityPerformanceBrowser audit
Minify CSS
Check name
Minify CSS
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 9Â KiB
Fix guidance
Minifying CSS files can reduce network payload sizes. [Learn how to minify CSS](https://developer.chrome.com/docs/lighthouse/performance/unminified-css/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 9Â KiB",
"description": "Minifying CSS files can reduce network payload sizes. [Learn how to minify CSS](https://developer.chrome.com/docs/lighthouse/performance/unminified-css/).",
"numericValue": 0
}Fix with MCP or CLI
Use this report as the handoff into remediation. Generate a coding-agent prompt with the failing checks attached, or jump to the MCP and CLI setup docs before your next rescan.
Score history
Public scan score over time
Public reports for this website origin. Select any point or report link to open that canonical report.
| Scan date | Score | Readiness | Report |
|---|---|---|---|
| 52/100 | Level 3, Bot-Aware | Current report |